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OpenLIT vs Uncoil

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

OpenLIT compared with Uncoil
DetailOpenLIT logo OpenLITUncoil logo Uncoil
What it doesOpen-source agent harness engineering platform built on OpenTelemetry AI agent observability, tracing and evaluation platform
StageStartup Not given
Founded2024 Not given
Based inIN Not given
Pricing modelOpen source Freemium
PricingOpen source (Apache 2.0): Free self-hosted with unlimited usage. Enterprise Edition: Contact sales for pricing. Cloud: Coming soon. Not given
Key features
  • OpenTelemetry-native LLM tracing for every call, tool, and retrieval
  • Agent evals with LLM-as-a-judge and heuristics
  • Prompt Hub for versioning and deployment without code changes
  • Guardrails for prompt injection, jailbreak, and sensitive topic detection
  • Vault for encrypted API key management
  • OpenGround for side-by-side LLM model comparison
  • GPU monitoring for utilization, memory, temperature, and power
  • Coding agent observability for Claude Code, Codex, and Cursor
  • Cost tracking and latency monitoring
  • 56+ integrations with LLMs, frameworks, and vector databases
  • Trace viewer showing model calls, tool calls, and retrievals
  • Cost tracking per step with latency and token counts
  • Root cause detection for failures
  • Live streaming and replay of agent runs
  • Automatic secret redaction before data transmission
  • Semantic search across runs and steps
  • Support for multiple frameworks and languages
  • Evaluations and datasets for quality assessment
  • Slack alerts and release gates
  • Collaboration and code review tools
What makes it different
  • Self-host free forever under Apache 2.0 with unlimited usage and no per-trace fees
  • OpenTelemetry-native traces exportable to Grafana, Datadog, or any OTLP backend
  • Zero-code instrumentation with eBPF controller, native SDKs, or GPU collector
  • Unified platform for traces, evals, guardrails, and prompts on the same production data
  • Full data ownership and no vendor lock-in with exportable OpenTelemetry traces
  • One-line setup with automatic detection of model and tool calls
  • Identifies first failure point instead of surface errors
  • Per-step cost visibility with no monthly surprises
  • Automatic secret stripping keeps sensitive data local
  • No agent code rewriting required
Community votes00
DR (Domain Rating by Ahrefs)63 −2 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)230
Citation Flow (Majestic)3922
Referring domains (Majestic)4831

4 details filled in for both companies.

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